Public understanding of science is critical in times of crisis. The following analysis was conducted to examine the trajectory of COVID-19 in the South Florida counties of Miami-Dade, Broward, and Palm Beach. For phased reopening, The White House has set guidelines for local municipalities in their “Opening Up American Again” report. In the report, it is highly suggested that:
The analysis begins by looking at the number of new positive cases each day and the number of total tests performed each day. The figures are presented together because as there is more testing, there are likely to be more positive test results. Therefore, the proportion of positive cases is also calculated. Given a flat or increasing number of tests performed, the proportion of positive cases is the key metric to be used when looking at epidemic trajectory. It is recommended that this proportion not exceed 5%.
Finally, to ensure hospitals can meet demand without crisis care, the COVID-19 positive hospitalization census, COVID-19 positive ICU census, and COVID-19 positive ventilation census is plotted over time. Census refers to the number of COVID-19 positive patients in the hospital, ICU, and on ventilators, respectively, on a given day.
For Miami-Dade, Broward, and Palm Beach Counties, this document shows the
| Date | Positive | Negative | PropPositive | PositivePer1k |
|---|---|---|---|---|
| 20-Mar | 23 | 146 | 13.6094675 | 136.094675 |
| 21-Mar | 53 | 419 | 11.2288136 | 112.288136 |
| 22-Mar | 83 | 452 | 15.5140187 | 155.140187 |
| 23-Mar | 44 | 241 | 15.4385965 | 154.385965 |
| 24-Mar | 90 | 491 | 15.4905336 | 154.905336 |
| 25-Mar | 154 | 1079 | 12.4898621 | 124.898621 |
| 26-Mar | 178 | 749 | 19.2017260 | 192.017260 |
| 27-Mar | 205 | 1066 | 16.1290323 | 161.290323 |
| 28-Mar | 270 | 917 | 22.7464195 | 227.464195 |
| 29-Mar | 362 | 1248 | 22.4844720 | 224.844720 |
| 30-Mar | 278 | 963 | 22.4012893 | 224.012893 |
| 31-Mar | 461 | 1613 | 22.2275796 | 222.275796 |
| 1-Apr | 272 | 1569 | 14.7745790 | 147.745790 |
| 2-Apr | 544 | 2413 | 18.3970240 | 183.970240 |
| 3-Apr | 625 | 1878 | 24.9700360 | 249.700360 |
| 4-Apr | 531 | 2521 | 17.3984273 | 173.984273 |
| 5-Apr | 311 | 1260 | 19.7963081 | 197.963081 |
| 6-Apr | 556 | 2309 | 19.4066318 | 194.066318 |
| 7-Apr | 493 | 1990 | 19.8550141 | 198.550141 |
| 8-Apr | 488 | 1113 | 30.4809494 | 304.809494 |
| 9-Apr | 435 | 2636 | 14.1647672 | 141.647672 |
| 10-Apr | 542 | 2505 | 17.7879882 | 177.879882 |
| 11-Apr | 563 | 2732 | 17.0864947 | 170.864947 |
| 12-Apr | 364 | 1614 | 18.4024267 | 184.024267 |
| 13-Apr | 477 | 2267 | 17.3833819 | 173.833819 |
| 14-Apr | 364 | 1663 | 17.9575728 | 179.575728 |
| 15-Apr | 438 | 2392 | 15.4770318 | 154.770318 |
| 16-Apr | 536 | 2767 | 16.2276718 | 162.276718 |
| 17-Apr | 519 | 2901 | 15.1754386 | 151.754386 |
| 18-Apr | 296 | 1509 | 16.3988920 | 163.988920 |
| 19-Apr | 465 | 2690 | 14.7385103 | 147.385103 |
| 20-Apr | 413 | 3232 | 11.3305898 | 113.305898 |
| 21-Apr | 577 | 4230 | 12.0033285 | 120.033285 |
| 22-Apr | 465 | 2701 | 14.6873026 | 146.873026 |
| 23-Apr | 619 | 3647 | 14.5100797 | 145.100797 |
| 24-Apr | 552 | 2852 | 16.2162162 | 162.162162 |
| 25-Apr | 564 | 4136 | 12.0000000 | 120.000000 |
| 26-Apr | 384 | 2576 | 12.9729730 | 129.729730 |
| 27-Apr | 446 | 2789 | 13.7867079 | 137.867079 |
| 28-Apr | 213 | 1333 | 13.7774903 | 137.774903 |
| 29-Apr | 309 | 1704 | 15.3502235 | 153.502236 |
| 30-Apr | 333 | 3724 | 8.2080355 | 82.080355 |
| 1-May | 250 | 3616 | 6.4666322 | 64.666322 |
| 2-May | 144 | 2183 | 6.1882252 | 61.882252 |
| 3-May | 295 | 2896 | 9.2447509 | 92.447509 |
| 4-May | 151 | 3900 | 3.7274747 | 37.274747 |
| 5-May | 165 | 2231 | 6.8864775 | 68.864775 |
| 6-May | 153 | 2296 | 6.2474479 | 62.474479 |
| 7-May | 95 | 2091 | 4.3458371 | 43.458371 |
| 8-May | 165 | 2615 | 5.9352518 | 59.352518 |
| 9-May | 225 | 2208 | 9.2478422 | 92.478422 |
| 10-May | 159 | 2546 | 5.8780037 | 58.780037 |
| 11-May | 164 | 3420 | 4.5758929 | 45.758929 |
| 12-May | 153 | 1660 | 8.4390513 | 84.390513 |
| 13-May | 274 | 2214 | 11.0128617 | 110.128617 |
| 14-May | 213 | 1726 | 10.9850438 | 109.850438 |
| 15-May | 177 | 1927 | 8.4125475 | 84.125475 |
| 16-May | 544 | 3047 | 15.1489836 | 151.489836 |
| 17-May | 164 | 4218 | 3.7425833 | 37.425833 |
| 18-May | 123 | 5310 | 2.2639426 | 22.639426 |
| 19-May | 66 | 13671 | 0.4804542 | 4.804543 |
| 20-May | 343 | 7304 | 4.4854191 | 44.854191 |
| 21-May | 190 | 2649 | 6.6924974 | 66.924974 |
| 22-May | 158 | 3143 | 4.7864284 | 47.864284 |
| 23-May | 123 | 2491 | 4.7054323 | 47.054323 |
| 24-May | 219 | 5545 | 3.7994448 | 37.994448 |
| 25-May | 113 | 2819 | 3.8540246 | 38.540246 |
| 26-May | 100 | 1786 | 5.3022269 | 53.022269 |
| 27-May | 143 | 2693 | 5.0423131 | 50.423131 |
| 28-May | 259 | 5673 | 4.3661497 | 43.661497 |
| 29-May | 165 | 2458 | 6.2905071 | 62.905071 |
| 30-May | 202 | 4115 | 4.6791754 | 46.791753 |
| 31-May | 138 | 2921 | 4.5112782 | 45.112782 |
| 1-Jun | 83 | 1042 | 7.3777778 | 73.777778 |
| 2-Jun | 250 | 4639 | 5.1135201 | 51.135202 |
| 3-Jun | 274 | 4952 | 5.2430157 | 52.430157 |
| 4-Jun | 217 | 3909 | 5.2593311 | 52.593311 |
| 5-Jun | 233 | 3111 | 6.9677033 | 69.677033 |
| 6-Jun | 328 | 8882 | 3.5613464 | 35.613464 |
| 7-Jun | 226 | 2674 | 7.7931034 | 77.931034 |
| 8-Jun | 231 | 4255 | 5.1493535 | 51.493535 |
| 9-Jun | 247 | 3249 | 7.0652174 | 70.652174 |
| 10-Jun | 295 | 4861 | 5.7214895 | 57.214895 |
| 11-Jun | 255 | 3967 | 6.0397916 | 60.397916 |
| 12-Jun | 560 | 4866 | 10.3206782 | 103.206782 |
| 13-Jun | 523 | 9250 | 5.3514786 | 53.514786 |
| 14-Jun | 263 | 2732 | 8.7813022 | 87.813022 |
| 15-Jun | 523 | 5252 | 9.0562771 | 90.562771 |
| 16-Jun | 493 | 3352 | 12.8218466 | 128.218466 |
| 17-Jun | 561 | 4452 | 11.1909037 | 111.909036 |
| 18-Jun | 549 | 4444 | 10.9953936 | 109.953936 |
| 19-Jun | 615 | 4700 | 11.5710254 | 115.710254 |
| 20-Jun | 903 | 5927 | 13.2210835 | 132.210835 |
| 21-Jun | 511 | 2627 | 16.2842575 | 162.842575 |
| 22-Jun | 672 | 3059 | 18.0112570 | 180.112570 |
| 23-Jun | 945 | 3892 | 19.5369030 | 195.369030 |
| 24-Jun | 889 | 7909 | 10.1045692 | 101.045692 |
| 25-Jun | 1513 | 9146 | 14.1945774 | 141.945774 |
| 26-Jun | 1362 | 8345 | 14.0311116 | 140.311116 |
| 27-Jun | 2160 | 9961 | 17.8203119 | 178.203119 |
| 28-Jun | 1531 | 6742 | 18.5059833 | 185.059833 |
| 29-Jun | 1592 | 7403 | 17.6987215 | 176.987215 |
| 30-Jun | 1142 | 5131 | 18.2050056 | 182.050056 |
The average number of COVID-19 tests performed each day has doubled from about 2,000 in early April to over 4,500 in mid-June. Over the past two weeks, there has been an average increase of 404 new additional tests each day, per day in Miami-Dade County. This data is presented on a log scale.
There was a general decrease in the number of new positive test results from early April until around May 11th. Afterwards, this trend flattened out and then increased. Over the past two weeks, there has been an average increase of 91 new additional positive cases each day, per day in Miami-Dade County.
During the 14-day period from 16 June to 30 June, there was a increase in the proportion of positive COVID-19 cases reported in Miami-Dade County. Over this period, there was an average increase of 0.5 percentage points per day for new positive cases. This increase was even greater during the last week. Given a flat or increasing number of tests performed, the proportion of positive tests obtained is the key metric for examining COVID-19 trajectory. The percentage of positive test results obtained has exceeded the 5% positive threshold recommended by the World Health Organization (WHO) for reopening.
Overall, the proportion of positive test results out of all tests decreased significantly from over 20% in April to the proportion of about 5% at the end of May. This is function of test availability and the population being tested. Overall, since the county reopened, the proportion of positive tests is now increasing significantly over time.
The data below is COVID-19 hospital census data for Miami-Dade County for all dates with available data since April 2.These columns are: the number of patients hospitalized with COVID-19 (Hospitalised), the number of patients in intensive care with COVID-19 (ICU), the number of patients in intensive care with COVID-19 who are also on ventilators (Ventilated), the number of patients positive for COVID-19 that were admitted the previous day (AdmitPrevDay), the number of patients recovered from COVID-19 that were discharged the previous day (DischPrevDay), and the net admission of patients positive for COVID-19 the previous day (DeltaAdmit; a negative value means more recovered patients were discharged than sick patients admitted).
| Date | County | Hospitalized | ICU | Ventilated | AdmitPrevDay | DischPrevDay | DeltaAdmit |
|---|---|---|---|---|---|---|---|
| 2020-04-02 | MIAMI-DADE | 320 | 130 | 116 | NA | NA | NA |
| 2020-04-03 | MIAMI-DADE | 346 | 133 | 116 | 111 | 33 | 78 |
| 2020-04-04 | MIAMI-DADE | 416 | 133 | 112 | 59 | 37 | 22 |
| 2020-04-05 | MIAMI-DADE | 533 | 188 | 146 | 108 | 19 | 89 |
| 2020-04-06 | MIAMI-DADE | 516 | 178 | 151 | 89 | 21 | 68 |
| 2020-04-07 | MIAMI-DADE | 591 | 199 | 167 | 76 | 28 | 48 |
| 2020-04-08 | MIAMI-DADE | 636 | 215 | 166 | 107 | 32 | 75 |
| 2020-04-09 | MIAMI-DADE | 634 | 232 | 170 | 99 | 61 | 38 |
| 2020-04-10 | MIAMI-DADE | 681 | 245 | 172 | 79 | 37 | 42 |
| 2020-04-10 | MIAMI-DADE | 676 | 251 | 183 | 73 | 36 | 37 |
| 2020-04-11 | MIAMI-DADE | 671 | 238 | 177 | 99 | 64 | 35 |
| 2020-04-12 | MIAMI-DADE | 672 | 243 | 192 | 80 | 59 | 21 |
| 2020-04-12 | MIAMI-DADE | 714 | 245 | 183 | 60 | 61 | -1 |
| 2020-04-13 | MIAMI-DADE | 653 | 247 | 184 | 74 | 47 | 27 |
| 2020-04-13 | MIAMI-DADE | 695 | 251 | 184 | 80 | 48 | 32 |
| 2020-04-14 | MIAMI-DADE | 653 | 204 | 146 | 69 | 41 | 28 |
| 2020-04-14 | MIAMI-DADE | 712 | 249 | 174 | 86 | 66 | 20 |
| 2020-04-15 | MIAMI-DADE | 693 | 234 | 169 | 84 | 76 | 8 |
| 2020-04-16 | MIAMI-DADE | 714 | 223 | 176 | 77 | 84 | -7 |
| 2020-04-16 | MIAMI-DADE | 736 | 226 | 176 | 74 | 111 | -37 |
| 2020-04-17 | MIAMI-DADE | 706 | 213 | 172 | 83 | 107 | -24 |
| 2020-04-17 | MIAMI-DADE | 797 | 285 | 170 | 74 | 88 | -14 |
| 2020-04-18 | MIAMI-DADE | 697 | 221 | 170 | 101 | 137 | -36 |
| 2020-04-18 | MIAMI-DADE | 697 | 219 | 170 | 93 | 138 | -45 |
| 2020-04-19 | MIAMI-DADE | 730 | 223 | 170 | 71 | 105 | -34 |
| 2020-04-20 | MIAMI-DADE | 727 | 210 | 167 | 58 | 64 | -6 |
| 2020-04-21 | MIAMI-DADE | 759 | 205 | 155 | 92 | 81 | 11 |
| 2020-04-22 | MIAMI-DADE | 743 | 196 | 148 | 72 | 88 | -16 |
| 2020-04-22 | MIAMI-DADE | 722 | 194 | 139 | 71 | 121 | -50 |
| 2020-04-23 | MIAMI-DADE | 706 | 186 | 129 | 91 | 62 | 29 |
| 2020-04-23 | MIAMI-DADE | 728 | 192 | 139 | 82 | 65 | 17 |
| 2020-04-24 | MIAMI-DADE | 694 | 173 | 125 | 86 | 66 | 20 |
| 2020-04-25 | MIAMI-DADE | 699 | 182 | 133 | 85 | 50 | 35 |
| 2020-04-25 | MIAMI-DADE | 705 | 178 | 133 | 84 | 51 | 33 |
| 2020-04-26 | MIAMI-DADE | 752 | 176 | 115 | 95 | 34 | 61 |
| 2020-04-26 | MIAMI-DADE | 747 | 177 | 116 | 79 | 32 | 47 |
| 2020-04-27 | MIAMI-DADE | 728 | 163 | 114 | 52 | 23 | 29 |
| 2020-04-27 | MIAMI-DADE | 725 | 162 | 115 | 50 | 26 | 24 |
| 2020-04-28 | MIAMI-DADE | 763 | 204 | 128 | 53 | 43 | 10 |
| 2020-04-28 | MIAMI-DADE | 776 | 203 | 127 | 71 | 52 | 19 |
| 2020-04-29 | MIAMI-DADE | 746 | 204 | 119 | 74 | 48 | 26 |
| 2020-04-29 | MIAMI-DADE | 747 | 196 | 120 | 75 | 44 | 31 |
| 2020-04-30 | MIAMI-DADE | 735 | 167 | 108 | 64 | 61 | 3 |
| 2020-04-30 | MIAMI-DADE | 735 | 168 | 108 | 58 | 63 | -5 |
| 2020-05-01 | MIAMI-DADE | 733 | 177 | 110 | 69 | 76 | -7 |
| 2020-05-01 | MIAMI-DADE | 724 | 171 | 110 | 79 | 77 | 2 |
| 2020-05-02 | MIAMI-DADE | 715 | 168 | 107 | 86 | 72 | 14 |
| 2020-05-03 | MIAMI-DADE | 707 | 181 | 103 | 68 | 134 | -66 |
| 2020-05-03 | MIAMI-DADE | 697 | 179 | 102 | 56 | 132 | -76 |
| 2020-05-04 | MIAMI-DADE | 702 | 170 | 105 | 46 | 29 | 17 |
| 2020-05-04 | MIAMI-DADE | 692 | 167 | 103 | 47 | 33 | 14 |
| 2020-05-05 | MIAMI-DADE | 674 | 157 | 84 | 68 | 76 | -8 |
| 2020-05-05 | MIAMI-DADE | 677 | 156 | 84 | 67 | 74 | -7 |
| 2020-05-06 | MIAMI-DADE | 660 | 142 | 80 | 80 | 68 | 12 |
| 2020-05-06 | MIAMI-DADE | 658 | 142 | 80 | 84 | 72 | 12 |
| 2020-05-07 | MIAMI-DADE | 661 | 137 | 75 | 71 | 65 | 6 |
| 2020-05-07 | MIAMI-DADE | 658 | 136 | 75 | 71 | 65 | 6 |
| 2020-05-08 | MIAMI-DADE | 643 | 130 | 78 | 68 | 64 | 4 |
| 2020-05-09 | MIAMI-DADE | 817 | 128 | 79 | 67 | 185 | -118 |
| 2020-05-09 | MIAMI-DADE | 649 | 129 | 79 | 71 | 180 | -109 |
| 2020-05-10 | MIAMI-DADE | 662 | 133 | 77 | 81 | 35 | 46 |
| 2020-05-10 | MIAMI-DADE | 667 | 127 | 77 | 64 | 31 | 33 |
| 2020-05-11 | MIAMI-DADE | 695 | 121 | 74 | 58 | 23 | 35 |
| 2020-05-11 | MIAMI-DADE | 695 | 121 | 74 | 58 | 23 | 35 |
| 2020-05-12 | MIAMI-DADE | 698 | 123 | 82 | 74 | 49 | 25 |
| 2020-05-12 | MIAMI-DADE | 634 | 111 | 73 | 76 | 50 | 26 |
| 2020-05-13 | MIAMI-DADE | 679 | 112 | 68 | 50 | 59 | -9 |
| 2020-05-13 | MIAMI-DADE | 716 | 119 | 66 | 54 | 55 | -1 |
| 2020-05-14 | MIAMI-DADE | 694 | 118 | 62 | 54 | 74 | -20 |
| 2020-05-14 | MIAMI-DADE | 694 | 117 | 61 | 47 | 76 | -29 |
| 2020-05-15 | MIAMI-DADE | 697 | 110 | 59 | 67 | 76 | -9 |
| 2020-05-15 | MIAMI-DADE | 697 | 111 | 59 | 60 | 64 | -4 |
| 2020-05-16 | MIAMI-DADE | 714 | 119 | 61 | 62 | 81 | -19 |
| 2020-05-16 | MIAMI-DADE | 747 | 125 | 62 | 74 | 83 | -9 |
| 2020-05-18 | MIAMI-DADE | 778 | 128 | 82 | 23 | 14 | 9 |
| 2020-05-19 | MIAMI-DADE | 742 | 122 | 50 | 52 | 44 | 8 |
| 2020-05-23 | MIAMI-DADE | 772 | 114 | 59 | 70 | 68 | 2 |
| 2020-05-26 | MIAMI-DADE | 792 | 106 | 67 | 67 | 110 | -43 |
| 2020-05-27 | MIAMI-DADE | 768 | 106 | 61 | 42 | 46 | -4 |
| 2020-05-28 | MIAMI-DADE | 740 | 103 | 56 | 59 | 98 | -39 |
| 2020-05-29 | MIAMI-DADE | 729 | 92 | 55 | 48 | 74 | -26 |
| 2020-05-31 | MIAMI-DADE | 716 | 96 | 53 | 71 | 49 | 22 |
| 2020-06-01 | MIAMI-DADE | 663 | 95 | 75 | 39 | 45 | -6 |
| 2020-06-02 | MIAMI-DADE | 714 | 96 | 54 | 61 | 59 | 2 |
| 2020-06-03 | MIAMI-DADE | 699 | 98 | 56 | 58 | 109 | -51 |
| 2020-06-04 | MIAMI-DADE | 643 | 98 | NA | 60 | 81 | -21 |
| 2020-06-05 | MIAMI-DADE | 717 | 114 | 56 | 82 | 86 | -4 |
| 2020-06-08 | MIAMI-DADE | 723 | 108 | 60 | 56 | 22 | 34 |
| 2020-06-10 | MIAMI-DADE | 724 | 93 | 58 | 60 | 54 | 6 |
| 2020-06-11 | MIAMI-DADE | 691 | 98 | 58 | 65 | 67 | -2 |
| 2020-06-12 | MIAMI-DADE | 686 | 99 | 59 | 54 | 70 | -16 |
| 2020-06-12 | MIAMI-DADE | 681 | 103 | 59 | 58 | 69 | -11 |
| 2020-06-15 | MIAMI-DADE | 738 | 126 | 66 | 95 | 45 | 50 |
| 2020-06-16 | MIAMI-DADE | 754 | 135 | 64 | 99 | 76 | 23 |
| 2020-06-17 | MIAMI-DADE | 761 | 131 | 67 | 101 | 87 | 14 |
| 2020-06-18 | MIAMI-DADE | 761 | 138 | 64 | 101 | 249 | -148 |
| 2020-06-19 | MIAMI-DADE | 758 | 131 | 71 | 115 | 150 | -35 |
| 2020-06-20 | MIAMI-DADE | 794 | 131 | 74 | 103 | 92 | 11 |
| 2020-06-22 | MIAMI-DADE | 900 | 165 | 77 | 110 | 42 | 68 |
| 2020-06-23 | MIAMI-DADE | 932 | 163 | 78 | 154 | 94 | 60 |
| 2020-06-24 | MIAMI-DADE | 981 | 185 | 83 | 164 | 121 | 43 |
| 2020-06-25 | MIAMI-DADE | 955 | 182 | 87 | 160 | 140 | 20 |
| 2020-06-26 | MIAMI-DADE | 1006 | 195 | 88 | 187 | 142 | 45 |
| 2020-06-27 | MIAMI-DADE | 1004 | 206 | 91 | 160 | 136 | 24 |
| 2020-06-27 | MIAMI-DADE | 1004 | 206 | 90 | 162 | 130 | 32 |
| 2020-06-30 | MIAMI-DADE | 1219 | 282 | 105 | 174 | 120 | 54 |
We now show a census plot of hospitalizations, patients in ICU, and those in ICU on ventilators (shown on a log scale) for Miami-Dade County. Overall, since mid-April, the number of COVID-19 positive patients in Miami-Dade County hospitals has remained constant at around 700 people in hospitals. The COVID-19 ICU census has decreased from its reported peak of 285 on April 17th to around 100 as of June 6th. Overall, the number of COVID-19 patients on ventilators has decreased significantly from its highest point of 192 ventilated on April 22nd to around 60 on June 6th. However, the observed decreasing trends for ICU census and ventilation census have reversed over the past week and begun to increase for both ICU census and ventilation census, respectively. Additionally, county hospitalizations have begun to increase as well.
We also show the proportion of patients hospitalized which are in ICU and the proportion of those in ICU which are ventilated.
The above figure shows that, over time, the proportion of patients hospitalized with COVID-19 in Miami-Dade County first decreased until the end of May, then increased slightly. Additionally, fewer of COVID-19 positive patients who were in ICU were put on ventilators. Taken together, these two trends suggest that the standard of care for COVID-19 positive patients has adjusted to new research and also that more of the patients who have been hospitalized with COVID-19 have less severe underlying health conditions.
| Date | Positive | Negative | PropPositive | PositivePer1k |
|---|---|---|---|---|
| 20-Mar | 32 | 749 | 4.0973111 | 40.973111 |
| 21-Mar | 36 | 277 | 11.5015974 | 115.015974 |
| 22-Mar | 53 | 351 | 13.1188119 | 131.188119 |
| 23-Mar | 46 | 245 | 15.8075601 | 158.075601 |
| 24-Mar | 49 | 238 | 17.0731707 | 170.731707 |
| 25-Mar | 100 | 1413 | 6.6093853 | 66.093853 |
| 26-Mar | 93 | 859 | 9.7689076 | 97.689076 |
| 27-Mar | 126 | 1044 | 10.7692308 | 107.692308 |
| 28-Mar | 189 | 1591 | 10.6179775 | 106.179775 |
| 29-Mar | 18 | 229 | 7.2874494 | 72.874494 |
| 30-Mar | 299 | 2553 | 10.4838710 | 104.838710 |
| 31-Mar | 82 | 672 | 10.8753316 | 108.753316 |
| 1-Apr | 13 | 193 | 6.3106796 | 63.106796 |
| 2-Apr | 249 | 935 | 21.0304054 | 210.304054 |
| 3-Apr | 84 | 1271 | 6.1992620 | 61.992620 |
| 4-Apr | 227 | 1028 | 18.0876494 | 180.876494 |
| 5-Apr | 94 | 1204 | 7.2419106 | 72.419106 |
| 6-Apr | 181 | 1029 | 14.9586777 | 149.586777 |
| 7-Apr | 163 | 1052 | 13.4156379 | 134.156379 |
| 9-Apr | 122 | 1262 | 8.8150289 | 88.150289 |
| 10-Apr | 199 | 944 | 17.4103237 | 174.103237 |
| 11-Apr | 155 | 805 | 16.1458333 | 161.458333 |
| 12-Apr | 150 | 1008 | 12.9533679 | 129.533679 |
| 13-Apr | 299 | 1574 | 15.9636946 | 159.636946 |
| 14-Apr | 117 | 789 | 12.9139073 | 129.139073 |
| 15-Apr | 186 | 1135 | 14.0802422 | 140.802422 |
| 16-Apr | 254 | 2340 | 9.7918273 | 97.918273 |
| 17-Apr | 183 | 1208 | 13.1560029 | 131.560029 |
| 18-Apr | 217 | 1213 | 15.1748252 | 151.748252 |
| 19-Apr | 223 | 1362 | 14.0694006 | 140.694006 |
| 20-Apr | 181 | 1060 | 14.5850121 | 145.850121 |
| 21-Apr | 191 | 1193 | 13.8005780 | 138.005780 |
| 22-Apr | 166 | 1456 | 10.2342787 | 102.342787 |
| 23-Apr | 312 | 2851 | 9.8640531 | 98.640531 |
| 24-Apr | 247 | 1537 | 13.8452915 | 138.452915 |
| 25-Apr | NA | NA | NA | NA |
| 26-Apr | NA | NA | NA | NA |
| 27-Apr | NA | NA | NA | NA |
| 28-Apr | NA | NA | NA | NA |
| 29-Apr | 66 | 787 | 7.7373974 | 77.373974 |
| 30-Apr | 183 | 3640 | 4.7868166 | 47.868166 |
| 1-May | 107 | 1839 | 5.4984584 | 54.984584 |
| 2-May | 60 | 1122 | 5.0761421 | 50.761421 |
| 3-May | 66 | 785 | 7.7555817 | 77.555817 |
| 4-May | 108 | 2090 | 4.9135578 | 49.135578 |
| 5-May | 63 | 1805 | 3.3725910 | 33.725910 |
| 6-May | 80 | 1458 | 5.2015605 | 52.015605 |
| 7-May | 47 | 5356 | 0.8698871 | 8.698871 |
| 8-May | 49 | 1470 | 3.2258065 | 32.258065 |
| 9-May | 89 | 654 | 11.9784657 | 119.784657 |
| 10-May | 22 | 2180 | 0.9990917 | 9.990917 |
| 11-May | 68 | 1744 | 3.7527594 | 37.527594 |
| 12-May | 61 | 1332 | 4.3790380 | 43.790380 |
| 13-May | 52 | 2155 | 2.3561396 | 23.561396 |
| 14-May | 69 | 1150 | 5.6603774 | 56.603774 |
| 15-May | 41 | 499 | 7.5925926 | 75.925926 |
| 16-May | 81 | 1344 | 5.6842105 | 56.842105 |
| 17-May | 78 | 1956 | 3.8348083 | 38.348083 |
| 18-May | 47 | 2476 | 1.8628617 | 18.628617 |
| 19-May | 45 | 6470 | 0.6907137 | 6.907137 |
| 20-May | 109 | 4259 | 2.4954212 | 24.954213 |
| 21-May | 64 | 3411 | 1.8417266 | 18.417266 |
| 22-May | 72 | 3400 | 2.0737327 | 20.737327 |
| 23-May | 41 | 1168 | 3.3912324 | 33.912324 |
| 24-May | 78 | 3557 | 2.1458047 | 21.458047 |
| 25-May | 39 | 1608 | 2.3679417 | 23.679417 |
| 26-May | 36 | 994 | 3.4951456 | 34.951456 |
| 27-May | 38 | 1960 | 1.9019019 | 19.019019 |
| 28-May | 101 | 4316 | 2.2866199 | 22.866199 |
| 29-May | 82 | 1451 | 5.3489889 | 53.489889 |
| 30-May | 70 | 2698 | 2.5289017 | 25.289017 |
| 31-May | 72 | 3060 | 2.2988506 | 22.988506 |
| 1-Jun | 51 | 762 | 6.2730627 | 62.730627 |
| 2-Jun | 83 | 2190 | 3.6515618 | 36.515618 |
| 3-Jun | 101 | 3850 | 2.5563149 | 25.563149 |
| 4-Jun | 104 | 4207 | 2.4124333 | 24.124333 |
| 5-Jun | 97 | 2830 | 3.3139734 | 33.139733 |
| 6-Jun | 146 | 4808 | 2.9471134 | 29.471134 |
| 7-Jun | 115 | 2425 | 4.5275591 | 45.275591 |
| 8-Jun | 135 | 3257 | 3.9799528 | 39.799528 |
| 9-Jun | 108 | 1538 | 6.5613609 | 65.613609 |
| 10-Jun | 151 | 2434 | 5.8413926 | 58.413927 |
| 11-Jun | 226 | 4334 | 4.9561404 | 49.561403 |
| 12-Jun | 206 | 3358 | 5.7800224 | 57.800224 |
| 13-Jun | 108 | 3921 | 2.6805659 | 26.805659 |
| 14-Jun | 129 | 2423 | 5.0548589 | 50.548589 |
| 15-Jun | 391 | 4817 | 7.5076805 | 75.076805 |
| 16-Jun | 285 | 2611 | 9.8411602 | 98.411602 |
| 17-Jun | 275 | 3473 | 7.3372465 | 73.372465 |
| 18-Jun | 270 | 2766 | 8.8932806 | 88.932806 |
| 19-Jun | 341 | 3200 | 9.6300480 | 96.300480 |
| 20-Jun | 507 | 4785 | 9.5804989 | 95.804989 |
| 21-Jun | 138 | 2084 | 6.2106211 | 62.106211 |
| 22-Jun | 463 | 4061 | 10.2343059 | 102.343059 |
| 23-Jun | 457 | 3711 | 10.9644914 | 109.644914 |
| 24-Jun | 387 | 5609 | 6.4543029 | 64.543029 |
| 25-Jun | 730 | 5673 | 11.4009058 | 114.009058 |
| 26-Jun | 726 | 6248 | 10.4100946 | 104.100946 |
| 27-Jun | 584 | 4758 | 10.9322351 | 109.322351 |
| 28-Jun | NA | NA | NA | NA |
The average number of COVID-19 tests performed each day has increased from about 1000 in early April to over 4000 in mid-June. Over the past two weeks, there has been an average increase of 239 new additional tests each day, per day in Broward County. This data is presented on a log scale.
There was a general decrease in the number of new positive test results from early April until around May 11th. Afterwards, this trend flattened out and then increased. Over the past two weeks, there has been an average increase of 34 new additional positive cases each day, per day in Broward County.
During the 14-day period from 16 June to 30 June, there was a increase in the proportion of positive COVID-19 cases reported in Miami-Dade County. Over this period, there was an average increase of 0.3 percentage points per day for new positive cases. This increase was even greater during the last week.
## Warning: Removed 1 rows containing non-finite values (stat_smooth).
## Warning: Removed 1 rows containing non-finite values (stat_smooth).
## Warning: Removed 1 rows containing missing values (geom_point).
Overall, the proportion of positive test results out of all tests decreased significantly from over 15% in April to the proportion of about 4% at the end of May. This is function of test availability and the population being tested. Overall, since the county reopened, the proportion of positive tests is now increasing significantly over time.
| Date | County | Hospitalized | ICU | Ventilated | AdmitPrevDay | DischPrevDay | DeltaAdmit |
|---|---|---|---|---|---|---|---|
| 2020-04-02 | BROWARD | 204 | 71 | 56 | NA | NA | NA |
| 2020-04-03 | BROWARD | 250 | 87 | 70 | 143 | 49 | 94 |
| 2020-04-04 | BROWARD | 298 | 98 | 80 | 41 | 18 | 23 |
| 2020-04-05 | BROWARD | 341 | 96 | 92 | 83 | 66 | 17 |
| 2020-04-06 | BROWARD | 389 | 122 | 110 | 71 | 72 | -1 |
| 2020-04-07 | BROWARD | 413 | 128 | 113 | 65 | 81 | -16 |
| 2020-04-08 | BROWARD | 391 | 135 | 119 | 62 | 108 | -46 |
| 2020-04-09 | BROWARD | 376 | 135 | 106 | 55 | 54 | 1 |
| 2020-04-10 | BROWARD | 374 | 136 | 114 | 83 | 84 | -1 |
| 2020-04-10 | BROWARD | 380 | 148 | 120 | 84 | 72 | 12 |
| 2020-04-11 | BROWARD | 370 | 140 | 115 | 71 | 80 | -9 |
| 2020-04-12 | BROWARD | 400 | 145 | 120 | 66 | 60 | 6 |
| 2020-04-12 | BROWARD | 398 | 152 | 121 | 77 | 64 | 13 |
| 2020-04-13 | BROWARD | 326 | 128 | 99 | 72 | 59 | 13 |
| 2020-04-13 | BROWARD | 406 | 146 | 116 | 84 | 62 | 22 |
| 2020-04-14 | BROWARD | 400 | 144 | 116 | 89 | 60 | 29 |
| 2020-04-14 | BROWARD | 398 | 140 | 108 | 107 | 65 | 42 |
| 2020-04-15 | BROWARD | 387 | 144 | 112 | 142 | 136 | 6 |
| 2020-04-16 | BROWARD | 396 | 147 | 114 | 136 | 111 | 25 |
| 2020-04-16 | BROWARD | 378 | 139 | 106 | 125 | 55 | 70 |
| 2020-04-17 | BROWARD | 376 | 135 | 106 | 122 | 63 | 59 |
| 2020-04-17 | BROWARD | 365 | 135 | 104 | 70 | 44 | 26 |
| 2020-04-18 | BROWARD | 310 | 107 | 82 | 68 | 118 | -50 |
| 2020-04-18 | BROWARD | 381 | 125 | 102 | 64 | 48 | 16 |
| 2020-04-19 | BROWARD | 378 | 127 | 100 | 53 | 43 | 10 |
| 2020-04-20 | BROWARD | 371 | 123 | 105 | 60 | 39 | 21 |
| 2020-04-21 | BROWARD | 330 | 107 | 88 | 90 | 66 | 24 |
| 2020-04-22 | BROWARD | 360 | 116 | 97 | 62 | 57 | 5 |
| 2020-04-22 | BROWARD | 356 | 117 | 95 | 52 | 40 | 12 |
| 2020-04-23 | BROWARD | 364 | 119 | 82 | 47 | 33 | 14 |
| 2020-04-23 | BROWARD | 363 | 121 | 84 | 38 | 40 | -2 |
| 2020-04-24 | BROWARD | 372 | 117 | 102 | 46 | 38 | 8 |
| 2020-04-25 | BROWARD | 347 | 116 | 103 | 67 | 57 | 10 |
| 2020-04-25 | BROWARD | 343 | 112 | 85 | 77 | 65 | 12 |
| 2020-04-26 | BROWARD | 341 | 110 | 84 | 74 | 50 | 24 |
| 2020-04-26 | BROWARD | 343 | 113 | 84 | 63 | 48 | 15 |
| 2020-04-27 | BROWARD | 335 | 105 | 82 | 35 | 39 | -4 |
| 2020-04-27 | BROWARD | 336 | 107 | 80 | 35 | 40 | -5 |
| 2020-04-28 | BROWARD | 324 | 99 | 74 | 69 | 59 | 10 |
| 2020-04-28 | BROWARD | 324 | 99 | 74 | 69 | 59 | 10 |
| 2020-04-29 | BROWARD | 319 | 101 | 77 | 59 | 55 | 4 |
| 2020-04-29 | BROWARD | 319 | 101 | 77 | 59 | 55 | 4 |
| 2020-04-30 | BROWARD | 311 | 92 | 77 | 47 | 50 | -3 |
| 2020-04-30 | BROWARD | 312 | 93 | 77 | 47 | 50 | -3 |
| 2020-05-01 | BROWARD | 309 | 91 | 69 | 65 | 62 | 3 |
| 2020-05-01 | BROWARD | 310 | 91 | 69 | 65 | 62 | 3 |
| 2020-05-02 | BROWARD | 308 | 91 | 72 | 55 | 62 | -7 |
| 2020-05-03 | BROWARD | 301 | 89 | 67 | 31 | 30 | 1 |
| 2020-05-03 | BROWARD | 305 | 89 | 69 | 47 | 40 | 7 |
| 2020-05-04 | BROWARD | 271 | 74 | 53 | 34 | 43 | -9 |
| 2020-05-04 | BROWARD | 270 | 75 | 53 | 33 | 45 | -12 |
| 2020-05-05 | BROWARD | 254 | 71 | 50 | 33 | 44 | -11 |
| 2020-05-05 | BROWARD | 259 | 75 | 50 | 33 | 44 | -11 |
| 2020-05-06 | BROWARD | 249 | 65 | 52 | 44 | 31 | 13 |
| 2020-05-06 | BROWARD | 249 | 65 | 52 | 50 | 31 | 19 |
| 2020-05-07 | BROWARD | 246 | 61 | 44 | 43 | 21 | 22 |
| 2020-05-07 | BROWARD | 246 | 61 | 44 | 43 | 21 | 22 |
| 2020-05-08 | BROWARD | 247 | 68 | 42 | 40 | 20 | 20 |
| 2020-05-09 | BROWARD | 241 | 62 | 41 | 36 | 25 | 11 |
| 2020-05-09 | BROWARD | 241 | 63 | 42 | 34 | 21 | 13 |
| 2020-05-10 | BROWARD | 253 | 63 | 41 | 41 | 18 | 23 |
| 2020-05-10 | BROWARD | 253 | 63 | 41 | 41 | 18 | 23 |
| 2020-05-11 | BROWARD | 283 | 59 | 39 | 50 | 6 | 44 |
| 2020-05-11 | BROWARD | 283 | 59 | 39 | 50 | 6 | 44 |
| 2020-05-12 | BROWARD | 279 | 61 | 41 | 30 | 20 | 10 |
| 2020-05-12 | BROWARD | 279 | 61 | 41 | 30 | 20 | 10 |
| 2020-05-13 | BROWARD | 246 | 50 | 24 | 41 | 16 | 25 |
| 2020-05-13 | BROWARD | 286 | 57 | 34 | 42 | 15 | 27 |
| 2020-05-14 | BROWARD | 300 | 57 | 36 | 41 | 26 | 15 |
| 2020-05-14 | BROWARD | 300 | 57 | 36 | 44 | 26 | 18 |
| 2020-05-15 | BROWARD | 281 | 45 | 35 | 25 | 19 | 6 |
| 2020-05-15 | BROWARD | 281 | 45 | 35 | 25 | 19 | 6 |
| 2020-05-16 | BROWARD | 277 | 41 | 36 | 22 | 25 | -3 |
| 2020-05-16 | BROWARD | 270 | 43 | 38 | 23 | 25 | -2 |
| 2020-05-18 | BROWARD | 270 | 46 | 42 | 22 | 17 | 5 |
| 2020-05-19 | BROWARD | 277 | 48 | 40 | 28 | 17 | 11 |
| 2020-05-23 | BROWARD | 228 | 48 | 41 | 23 | 17 | 6 |
| 2020-05-26 | BROWARD | 230 | 47 | 37 | 25 | 18 | 7 |
| 2020-05-27 | BROWARD | 228 | 49 | 37 | 27 | 22 | 5 |
| 2020-05-28 | BROWARD | 213 | 54 | 41 | 18 | 25 | -7 |
| 2020-05-29 | BROWARD | 208 | 50 | 45 | 21 | 20 | 1 |
| 2020-05-31 | BROWARD | 187 | 49 | 34 | 20 | 16 | 4 |
| 2020-06-01 | BROWARD | 198 | 51 | 34 | 12 | 23 | -11 |
| 2020-06-02 | BROWARD | 195 | 53 | 33 | 32 | 33 | -1 |
| 2020-06-03 | BROWARD | 187 | 50 | 32 | 30 | 39 | -9 |
| 2020-06-04 | BROWARD | 167 | 52 | 32 | 20 | 26 | -6 |
| 2020-06-05 | BROWARD | 182 | 50 | 31 | 23 | 16 | 7 |
| 2020-06-08 | BROWARD | 185 | 50 | 29 | 26 | 12 | 14 |
| 2020-06-10 | BROWARD | 169 | 46 | 29 | 26 | 23 | 3 |
| 2020-06-11 | BROWARD | 204 | 50 | 30 | 31 | 23 | 8 |
| 2020-06-12 | BROWARD | 215 | 48 | 31 | 31 | 25 | 6 |
| 2020-06-12 | BROWARD | 214 | 48 | 31 | 28 | 25 | 3 |
| 2020-06-15 | BROWARD | 222 | 53 | 27 | 30 | 16 | 14 |
| 2020-06-16 | BROWARD | 235 | 61 | 29 | 39 | 29 | 10 |
| 2020-06-17 | BROWARD | 243 | 54 | 27 | 40 | 36 | 4 |
| 2020-06-18 | BROWARD | 257 | 56 | 26 | 44 | 32 | 12 |
| 2020-06-19 | BROWARD | 289 | 68 | 26 | 53 | 35 | 18 |
| 2020-06-20 | BROWARD | 297 | 71 | 30 | 51 | 24 | 27 |
| 2020-06-23 | BROWARD | 302 | 47 | 25 | 49 | 33 | 16 |
| 2020-06-24 | BROWARD | 391 | 68 | 34 | 66 | 59 | 7 |
| 2020-06-25 | BROWARD | 429 | 74 | 26 | 79 | 33 | 46 |
| 2020-06-26 | BROWARD | 451 | 92 | 43 | 73 | 45 | 28 |
| 2020-06-27 | BROWARD | 472 | 97 | 38 | 82 | 51 | 31 |
| 2020-06-27 | BROWARD | 472 | 97 | 38 | 82 | 51 | 31 |
| 2020-06-30 | BROWARD | 602 | 113 | 49 | 105 | 65 | 40 |
We now show a census plot of hospitalizations, patients in ICU, and those in ICU on ventilators (shown on a log scale) for Broward County. Overall, in Broward County, hospitalizations and ICU census trended downwards until approximately the first week of June. Subsequently, these trends reversed and now trend upwards. The trend for ventilation census in Broward County has consistently trended downwards. This trend has not reversed. The COVID-19 ICU census had decreased from its reported peak of 147 on April 16th to a minimum of 41 on May 16th; currently, it has increased back to 113. The observed decreasing trends for ICU census has reversed over the past month and began to increase. Overall, the number of COVID-19 patients in ICU on ventilators has decreased significantly from its highest point of 121 ventilated on April 12th to a minimum of 23 on May 13th; currently, there are 49 patients on ventilators in ICU. Additionally, county hospitalizations have begun to increase over the past two weeks.
We also show the proportion of patients hospitalized which are in ICU and the proportion of those in ICU which are ventilated.
| Date | Positive | Negative | PropPositive | PositivePer1k |
|---|---|---|---|---|
| 20-Mar | 13 | 229 | 5.371901 | 53.71901 |
| 21-Mar | 14 | 84 | 14.285714 | 142.85714 |
| 22-Mar | 16 | 54 | 22.857143 | 228.57143 |
| 23-Mar | 17 | 135 | 11.184211 | 111.84211 |
| 24-Mar | 15 | 87 | 14.705882 | 147.05882 |
| 25-Mar | 37 | 401 | 8.447489 | 84.47489 |
| 26-Mar | 33 | 180 | 15.492958 | 154.92958 |
| 27-Mar | 67 | 211 | 24.100719 | 241.00719 |
| 28-Mar | 77 | 231 | 25.000000 | 250.00000 |
| 29-Mar | 15 | 31 | 32.608696 | 326.08696 |
| 30-Mar | 130 | 539 | 19.431988 | 194.31988 |
| 31-Mar | 88 | 414 | 17.529881 | 175.29880 |
| 1-Apr | 16 | 113 | 12.403101 | 124.03101 |
| 2-Apr | 170 | 364 | 31.835206 | 318.35206 |
| 3-Apr | 44 | 526 | 7.719298 | 77.19298 |
| 4-Apr | 127 | 446 | 22.164049 | 221.64049 |
| 5-Apr | 92 | 455 | 16.819013 | 168.19013 |
| 6-Apr | 69 | 276 | 20.000000 | 200.00000 |
| 7-Apr | 90 | 466 | 16.187050 | 161.87050 |
| 8-Apr | 47 | 135 | 25.824176 | 258.24176 |
| 9-Apr | 127 | 586 | 17.812062 | 178.12062 |
| 10-Apr | 98 | 462 | 17.500000 | 175.00000 |
| 11-Apr | 220 | 1987 | 9.968283 | 99.68283 |
| 12-Apr | 63 | 279 | 18.421053 | 184.21053 |
| 13-Apr | 81 | 352 | 18.706698 | 187.06697 |
| 14-Apr | 71 | 275 | 20.520231 | 205.20231 |
| 15-Apr | 99 | 316 | 23.855422 | 238.55422 |
| 16-Apr | 165 | 1467 | 10.110294 | 101.10294 |
| 17-Apr | 192 | 2332 | 7.606973 | 76.06973 |
| 18-Apr | 61 | 349 | 14.878049 | 148.78049 |
| 19-Apr | 52 | 312 | 14.285714 | 142.85714 |
| 20-Apr | 112 | 1418 | 7.320261 | 73.20261 |
| 21-Apr | 144 | 1970 | 6.811731 | 68.11731 |
| 22-Apr | 111 | 1373 | 7.479784 | 74.79784 |
| 23-Apr | 167 | 996 | 14.359415 | 143.59415 |
| 24-Apr | 65 | 456 | 12.476008 | 124.76008 |
| 25-Apr | NA | NA | NA | NA |
| 26-Apr | NA | NA | NA | NA |
| 27-Apr | NA | NA | NA | NA |
| 28-Apr | NA | NA | NA | NA |
| 29-Apr | 57 | 637 | 8.213256 | 82.13256 |
| 30-Apr | 74 | 1192 | 5.845182 | 58.45182 |
| 1-May | 39 | 886 | 4.216216 | 42.16216 |
| 2-May | 51 | 657 | 7.203390 | 72.03390 |
| 3-May | 172 | 2312 | 6.924316 | 69.24316 |
| 4-May | 82 | 2250 | 3.516295 | 35.16295 |
| 5-May | 100 | 1651 | 5.711022 | 57.11022 |
| 6-May | 86 | 1076 | 7.401033 | 74.01033 |
| 7-May | 35 | 1162 | 2.923977 | 29.23977 |
| 8-May | 171 | 1117 | 13.276397 | 132.76398 |
| 9-May | 78 | 897 | 8.000000 | 80.00000 |
| 10-May | 22 | 1052 | 2.048417 | 20.48417 |
| 11-May | 124 | 1198 | 9.379728 | 93.79728 |
| 12-May | 143 | 2322 | 5.801217 | 58.01217 |
| 13-May | 120 | 1418 | 7.802341 | 78.02341 |
| 14-May | 112 | 1174 | 8.709176 | 87.09176 |
| 15-May | 29 | 325 | 8.192090 | 81.92090 |
| 16-May | 109 | 1316 | 7.649123 | 76.49123 |
| 17-May | 113 | 1326 | 7.852676 | 78.52675 |
| 18-May | 57 | 1906 | 2.903719 | 29.03719 |
| 19-May | 67 | 4512 | 1.463202 | 14.63202 |
| 20-May | 189 | 3207 | 5.565371 | 55.65371 |
| 21-May | 100 | 1264 | 7.331378 | 73.31378 |
| 22-May | 80 | 1553 | 4.898959 | 48.98959 |
| 23-May | 45 | 884 | 4.843918 | 48.43918 |
| 24-May | 148 | 2866 | 4.910418 | 49.10418 |
| 25-May | 81 | 1347 | 5.672269 | 56.72269 |
| 26-May | 36 | 1000 | 3.474903 | 34.74903 |
| 27-May | 82 | 1352 | 5.718271 | 57.18271 |
| 28-May | 227 | 3455 | 6.165128 | 61.65128 |
| 29-May | 91 | 817 | 10.022026 | 100.22026 |
| 30-May | 150 | 1900 | 7.317073 | 73.17073 |
| 31-May | 143 | 2236 | 6.010929 | 60.10929 |
| 1-Jun | 79 | 782 | 9.175377 | 91.75377 |
| 2-Jun | 248 | 2101 | 10.557684 | 105.57684 |
| 3-Jun | 153 | 3347 | 4.371429 | 43.71429 |
| 4-Jun | 154 | 2966 | 4.935897 | 49.35897 |
| 5-Jun | 173 | 2246 | 7.151716 | 71.51716 |
| 6-Jun | 244 | 4541 | 5.099268 | 50.99269 |
| 7-Jun | 114 | 1562 | 6.801909 | 68.01909 |
| 8-Jun | 203 | 2676 | 7.051059 | 70.51059 |
| 9-Jun | 158 | 1486 | 9.610706 | 96.10706 |
| 10-Jun | 189 | 1597 | 10.582307 | 105.82307 |
| 11-Jun | 197 | 2148 | 8.400853 | 84.00853 |
| 12-Jun | 360 | 3142 | 10.279840 | 102.79840 |
| 13-Jun | 375 | 4189 | 8.216477 | 82.16477 |
| 14-Jun | 175 | 1812 | 8.807247 | 88.07247 |
| 15-Jun | 260 | 2428 | 9.672619 | 96.72619 |
| 16-Jun | 225 | 1740 | 11.450382 | 114.50382 |
| 17-Jun | 344 | 2222 | 13.406080 | 134.06080 |
| 18-Jun | 230 | 2773 | 7.659008 | 76.59008 |
| 19-Jun | 365 | 2260 | 13.904762 | 139.04762 |
| 20-Jun | 336 | 3118 | 9.727852 | 97.27852 |
| 21-Jun | 168 | 2611 | 6.045340 | 60.45340 |
| 22-Jun | 282 | 2380 | 10.593539 | 105.93539 |
| 23-Jun | 352 | 1587 | 18.153688 | 181.53687 |
| 24-Jun | 310 | 3216 | 8.791832 | 87.91832 |
| 25-Jun | 646 | 5382 | 10.716656 | 107.16656 |
| 26-Jun | 435 | 3691 | 10.542899 | 105.42899 |
| 27-Jun | 462 | 4922 | 8.580981 | 85.80981 |
| 28-Jun | NA | NA | NA | NA |
The average number of COVID-19 tests performed each day has increased from about 500 in early April to roughly 3000 in mid-June. Over the past two weeks, there has been an average increase of 214 new additional tests each day, per day in Palm Beach County. This data is presented on a log scale.
There was a general decrease in the number of new positive test results from early April until around May 11th. Afterwards, this trend flattened out and then increased. Over the past two weeks, there has been an average increase of 21 new additional positive cases each day, per day in Palm Beach County.
During the 14-day period from 16 June to 30 June, there was a slight increase in the proportion of positive COVID-19 cases reported in Miami-Dade County. Over this period, there was an average increase of 0 percentage points per day for new positive cases. This increase was even greater during the last week.
## Warning: Removed 1 rows containing non-finite values (stat_smooth).
## Warning: Removed 1 rows containing non-finite values (stat_smooth).
## Warning: Removed 1 rows containing missing values (geom_point).
Overall, the proportion of positive test results out of all tests decreased significantly from over 15% in April to the proportion of about 6% at the end of May. This is function of test availability and the population being tested. Overall, since the county reopened, the proportion of positive tests is now increasing over time.
| Date | County | Hospitalized | ICU | Ventilated | AdmitPrevDay | DischPrevDay | DeltaAdmit |
|---|---|---|---|---|---|---|---|
| 2020-04-02 | PALM BEACH | 150 | 78 | 38 | NA | NA | NA |
| 2020-04-03 | PALM BEACH | 171 | 69 | 60 | 31 | 12 | 19 |
| 2020-04-04 | PALM BEACH | 170 | 77 | 75 | 50 | 47 | 3 |
| 2020-04-05 | PALM BEACH | 180 | 83 | 73 | 49 | 15 | 34 |
| 2020-04-06 | PALM BEACH | 138 | 64 | 58 | 49 | 48 | 1 |
| 2020-04-07 | PALM BEACH | 199 | 84 | 63 | 64 | 39 | 25 |
| 2020-04-08 | PALM BEACH | 158 | 68 | 51 | 47 | 28 | 19 |
| 2020-04-09 | PALM BEACH | 212 | 86 | 66 | 93 | 39 | 54 |
| 2020-04-10 | PALM BEACH | 184 | 90 | 54 | 46 | 46 | 0 |
| 2020-04-10 | PALM BEACH | 200 | 99 | 55 | 48 | 40 | 8 |
| 2020-04-11 | PALM BEACH | 196 | 94 | 58 | 60 | 22 | 38 |
| 2020-04-12 | PALM BEACH | 229 | 103 | 60 | 36 | 25 | 11 |
| 2020-04-12 | PALM BEACH | 228 | 103 | 63 | 38 | 26 | 12 |
| 2020-04-13 | PALM BEACH | 239 | 90 | 54 | 64 | 38 | 26 |
| 2020-04-13 | PALM BEACH | 242 | 91 | 57 | 66 | 39 | 27 |
| 2020-04-14 | PALM BEACH | 241 | 89 | 56 | 65 | 44 | 21 |
| 2020-04-14 | PALM BEACH | 204 | 73 | 48 | 63 | 49 | 14 |
| 2020-04-15 | PALM BEACH | 223 | 85 | 51 | 74 | 38 | 36 |
| 2020-04-16 | PALM BEACH | 241 | 89 | 53 | 74 | 34 | 40 |
| 2020-04-16 | PALM BEACH | 250 | 92 | 54 | 72 | 38 | 34 |
| 2020-04-17 | PALM BEACH | 236 | 87 | 52 | 74 | 26 | 48 |
| 2020-04-17 | PALM BEACH | 239 | 88 | 54 | 60 | 33 | 27 |
| 2020-04-18 | PALM BEACH | 240 | 91 | 53 | 62 | 33 | 29 |
| 2020-04-18 | PALM BEACH | 237 | 89 | 54 | 61 | 33 | 28 |
| 2020-04-19 | PALM BEACH | 238 | 94 | 62 | 55 | 25 | 30 |
| 2020-04-20 | PALM BEACH | 245 | 91 | 56 | 46 | 25 | 21 |
| 2020-04-21 | PALM BEACH | 236 | 86 | 47 | 41 | 40 | 1 |
| 2020-04-22 | PALM BEACH | 232 | 88 | 52 | 46 | 35 | 11 |
| 2020-04-22 | PALM BEACH | 226 | 84 | 52 | 47 | 31 | 16 |
| 2020-04-23 | PALM BEACH | 232 | 85 | 50 | 42 | 34 | 8 |
| 2020-04-23 | PALM BEACH | 229 | 84 | 49 | 38 | 30 | 8 |
| 2020-04-24 | PALM BEACH | 223 | 73 | 50 | 40 | 32 | 8 |
| 2020-04-25 | PALM BEACH | 223 | 73 | 43 | 39 | 23 | 16 |
| 2020-04-25 | PALM BEACH | 221 | 71 | 43 | 38 | 25 | 13 |
| 2020-04-26 | PALM BEACH | 209 | 65 | 40 | 50 | 24 | 26 |
| 2020-04-26 | PALM BEACH | 213 | 68 | 41 | 45 | 18 | 27 |
| 2020-04-27 | PALM BEACH | 222 | 67 | 43 | 26 | 22 | 4 |
| 2020-04-27 | PALM BEACH | 223 | 69 | 44 | 25 | 22 | 3 |
| 2020-04-28 | PALM BEACH | 229 | 75 | 45 | 30 | 27 | 3 |
| 2020-04-28 | PALM BEACH | 230 | 75 | 40 | 29 | 25 | 4 |
| 2020-04-29 | PALM BEACH | 236 | 72 | 43 | 33 | 23 | 10 |
| 2020-04-29 | PALM BEACH | 232 | 73 | 44 | 31 | 22 | 9 |
| 2020-04-30 | PALM BEACH | 232 | 73 | 44 | 41 | 32 | 9 |
| 2020-04-30 | PALM BEACH | 234 | 74 | 43 | 45 | 36 | 9 |
| 2020-05-01 | PALM BEACH | 235 | 76 | 44 | 49 | 32 | 17 |
| 2020-05-01 | PALM BEACH | 236 | 77 | 44 | 43 | 32 | 11 |
| 2020-05-02 | PALM BEACH | 241 | 76 | 50 | 34 | 34 | 0 |
| 2020-05-03 | PALM BEACH | 246 | 72 | 47 | 35 | 18 | 17 |
| 2020-05-03 | PALM BEACH | 242 | 71 | 46 | 33 | 17 | 16 |
| 2020-05-04 | PALM BEACH | 228 | 71 | 52 | 34 | 39 | -5 |
| 2020-05-04 | PALM BEACH | 228 | 71 | 52 | 34 | 39 | -5 |
| 2020-05-05 | PALM BEACH | 230 | 75 | 47 | 48 | 33 | 15 |
| 2020-05-05 | PALM BEACH | 230 | 75 | 47 | 48 | 33 | 15 |
| 2020-05-06 | PALM BEACH | 233 | 67 | 39 | 45 | 34 | 11 |
| 2020-05-06 | PALM BEACH | 233 | 67 | 39 | 45 | 33 | 12 |
| 2020-05-07 | PALM BEACH | 237 | 69 | 41 | 45 | 28 | 17 |
| 2020-05-07 | PALM BEACH | 236 | 69 | 40 | 44 | 27 | 17 |
| 2020-05-08 | PALM BEACH | 224 | 65 | 40 | 36 | 46 | -10 |
| 2020-05-09 | PALM BEACH | 224 | 66 | 43 | 31 | 32 | -1 |
| 2020-05-09 | PALM BEACH | 224 | 66 | 43 | 31 | 32 | -1 |
| 2020-05-10 | PALM BEACH | 226 | 69 | 41 | 41 | 32 | 9 |
| 2020-05-10 | PALM BEACH | 227 | 70 | 41 | 37 | 33 | 4 |
| 2020-05-11 | PALM BEACH | 218 | 64 | 38 | 41 | 28 | 13 |
| 2020-05-11 | PALM BEACH | 218 | 64 | 38 | 41 | 28 | 13 |
| 2020-05-12 | PALM BEACH | 222 | 67 | 50 | 41 | 29 | 12 |
| 2020-05-12 | PALM BEACH | 222 | 68 | 36 | 41 | 29 | 12 |
| 2020-05-13 | PALM BEACH | 216 | 64 | 37 | 47 | 35 | 12 |
| 2020-05-13 | PALM BEACH | 219 | 64 | 38 | 40 | 29 | 11 |
| 2020-05-14 | PALM BEACH | 242 | 75 | 37 | 48 | 36 | 12 |
| 2020-05-14 | PALM BEACH | 242 | 75 | 37 | 48 | 36 | 12 |
| 2020-05-15 | PALM BEACH | 236 | 71 | 37 | 39 | 30 | 9 |
| 2020-05-15 | PALM BEACH | 241 | 73 | 36 | 43 | 43 | 0 |
| 2020-05-16 | PALM BEACH | 250 | 70 | 38 | 48 | 34 | 14 |
| 2020-05-16 | PALM BEACH | 247 | 71 | 41 | 50 | 29 | 21 |
| 2020-05-18 | PALM BEACH | 251 | 66 | 33 | 34 | 25 | 9 |
| 2020-05-19 | PALM BEACH | 231 | 66 | 34 | 44 | 30 | 14 |
| 2020-05-23 | PALM BEACH | 235 | 55 | 35 | 38 | 43 | -5 |
| 2020-05-26 | PALM BEACH | 246 | 66 | 36 | 36 | 25 | 11 |
| 2020-05-27 | PALM BEACH | 246 | 66 | 37 | 49 | 34 | 15 |
| 2020-05-28 | PALM BEACH | 234 | 55 | 34 | 46 | 62 | -16 |
| 2020-05-29 | PALM BEACH | 238 | 63 | 35 | 34 | 37 | -3 |
| 2020-05-31 | PALM BEACH | 241 | 68 | 40 | 28 | 26 | 2 |
| 2020-06-01 | PALM BEACH | 251 | 69 | 43 | 34 | 37 | -3 |
| 2020-06-02 | PALM BEACH | 237 | 64 | 36 | 39 | 42 | -3 |
| 2020-06-03 | PALM BEACH | 271 | 90 | 64 | 40 | 18 | 22 |
| 2020-06-04 | PALM BEACH | 254 | 78 | 41 | 45 | 33 | 12 |
| 2020-06-05 | PALM BEACH | 253 | 75 | 48 | 41 | 43 | -2 |
| 2020-06-08 | PALM BEACH | 307 | 87 | 48 | 53 | 17 | 36 |
| 2020-06-10 | PALM BEACH | 293 | 84 | 55 | 40 | 41 | -1 |
| 2020-06-11 | PALM BEACH | 275 | 84 | 52 | 49 | 42 | 7 |
| 2020-06-12 | PALM BEACH | 289 | 90 | 51 | 42 | 28 | 14 |
| 2020-06-12 | PALM BEACH | 287 | 88 | 50 | 42 | 25 | 17 |
| 2020-06-15 | PALM BEACH | 291 | 74 | 54 | 47 | 25 | 22 |
| 2020-06-16 | PALM BEACH | 303 | 78 | 44 | 68 | 45 | 23 |
| 2020-06-17 | PALM BEACH | 329 | 95 | 50 | 49 | 53 | -4 |
| 2020-06-18 | PALM BEACH | 348 | 99 | 49 | 58 | 38 | 20 |
| 2020-06-19 | PALM BEACH | 369 | 90 | 49 | 58 | 36 | 22 |
| 2020-06-20 | PALM BEACH | 376 | 92 | 48 | 68 | 34 | 34 |
| 2020-06-22 | PALM BEACH | 371 | 77 | 46 | 51 | 35 | 16 |
| 2020-06-23 | PALM BEACH | 402 | 82 | 51 | 68 | 43 | 25 |
| 2020-06-24 | PALM BEACH | 394 | 84 | 69 | 57 | 59 | -2 |
| 2020-06-25 | PALM BEACH | 384 | 76 | 46 | 70 | 50 | 20 |
| 2020-06-26 | PALM BEACH | 403 | 80 | 46 | 74 | 38 | 36 |
| 2020-06-27 | PALM BEACH | 420 | 77 | 45 | 94 | 57 | 37 |
| 2020-06-27 | PALM BEACH | 420 | 77 | 45 | 94 | 57 | 37 |
| 2020-06-30 | PALM BEACH | 493 | 118 | 56 | 95 | 57 | 38 |
We now show a census plot of hospitalizations, patients in ICU, and those in ICU on ventilators (shown on a log scale) for Palm Beach County. Overall, in Palm Beach County, trends for hospitalization census, ICU census and ventilation census decreased from April to mid May before reversing. Subsequently, we see an increase in hospitalization census, ICU census, and ventilation census for Palm Beach County. The COVID-19 ICU census has decreased from its reported peak of 103 on April 12th to 55 on May 23rd; currently there are 118 COVID-19 patients in ICU. Overall, the number of COVID-19 patients on ventilators has decreased significantly from its highest point of 75 ventilated on April 4th to to 33 on May 18th; currently there are 56 COVID-19 patients in ICU who are on ventilators. However, the observed flat trend for hospitalization, ICU, and ventilated census have reversed over the past month and began to increase.
We also show the proportion of patients hospitalized which are in ICU and the proportion of those in ICU which are ventilated.
During the past two weeks, the number of positive COVID-19 tests has increased by an average of 91, 34, and 21 each day for Miami-Dade, Broward, and Palm Beach Counties, respectively. Additionally, there has been a substantial increase in the proportion of positive COVID-19 tests obtained within the past two weeks. Furthermore, hospitalization census, ICU census, and ventilation census for Miami-Dade County have all begun to increase over approximately the last two weeks. Taken together, this evidence points to increased community spread of COVID-19 in Miami-Dade County and represents a significant concern for the area. For Broward County, hospitalization census and ICU census have increased since the beginning of June, however, ventilation census has not increased during this time. Finally, for Palm Beach County, hospitalization census, ICU census and ventilation census have all increased consistently since approximately mid May.
Data sources are as follows: